Calculations and charts - Italian provinces (by region) - COVID-19 Epidemic
Marcelo Eduardo Redoschi
Wed 29 Apr 2020 22:27:07 CEST
Based on the Protezione Civile Dataset and adjusted for the ISTAT (National Statistics Institute) regional and provincial nomenclature
Source: dpc-covid19-ita-province.csv, own calculations
Province trends observed on 2020-04-29
## daily_growth per_capita trend total_cases
## Min. :0.0000 Min. : 0.270 Min. :-1.79000 Min. : 54.0
## 1st Qu.:0.2450 1st Qu.: 0.915 1st Qu.:-0.24000 1st Qu.: 407.5
## Median :0.5500 Median : 2.080 Median : 0.00000 Median : 963.0
## Mean :0.7853 Mean : 3.396 Mean : 0.00972 Mean : 1875.4
## 3rd Qu.:1.0400 3rd Qu.: 5.345 3rd Qu.: 0.23000 3rd Qu.: 2473.0
## Max. :3.5100 Max. :16.780 Max. : 2.36000 Max. :19121.0With an augmenting rate of increase in the number of cases
## province total_cases daily_growth trend per_capita
## 1 Rieti 324 3.51 2.36 2.08
## 2 Benevento 182 2.82 1.89 0.66
## 3 Vibo Valentia 75 2.74 1.37 0.47
## 4 Foggia 1032 2.79 1.26 1.66
## 5 Belluno 1084 2.17 1.10 5.34
## 6 Frosinone 565 1.62 0.96 1.16
## 7 Terni 349 2.35 0.87 1.55
## 8 Cuneo 2459 1.74 0.80 4.19
## 9 Imperia 1317 2.65 0.76 6.16
## 10 Bari 1301 1.25 0.75 1.04
## 11 Crotone 118 0.85 0.57 0.67
## 12 Verona 4627 1.56 0.57 4.99
## 13 Bologna 4352 2.09 0.54 4.29
## 14 Pescara 1285 1.18 0.52 4.03
## 15 Ascoli Piceno 281 0.72 0.48 1.36
## 16 Firenze 3079 1.32 0.48 3.04
## 17 Torino 12839 2.19 0.47 5.68
## 18 Cagliari 234 0.86 0.43 0.54
## 19 Enna 410 1.49 0.41 2.49
## 20 Palermo 480 2.13 0.40 0.38
## 21 Teramo 637 0.47 0.37 2.07
## 22 Ferrara 918 0.99 0.37 2.66
## 23 Caserta 420 0.72 0.32 0.46
## 24 Bergamo 11291 0.85 0.32 10.13
## 25 Fermo 431 0.94 0.31 2.48
## 26 Brescia 12806 0.91 0.27 10.12
## 27 Mantova 3156 0.80 0.25 7.65
## 28 Lecce 484 0.83 0.21 0.61
## 29 Cremona 6023 0.50 0.18 16.78
## 30 Reggio nell'Emilia 4613 0.44 0.17 8.67
## 31 Verbano-Cusio-Ossola 1005 0.60 0.17 6.35
## 32 Milano 19121 1.51 0.16 5.88
## 33 Sassari 833 0.36 0.16 1.69
## 34 Reggio di Calabria 251 0.40 0.13 0.46
## 35 Massa-Carrara 993 0.61 0.13 5.10
## 36 Prato 517 0.39 0.13 2.01
## 37 Ancona 1805 0.28 0.11 3.83
## 38 Novara 2265 0.94 0.10 6.14
## 39 Vercelli 1099 0.37 0.09 6.43
## 40 Perugia 991 0.20 0.07 1.51
## 41 Livorno 513 0.39 0.06 1.53
## 42 Salerno 659 0.46 0.05 0.60
## 43 Lodi 2959 0.41 0.03 12.85
## 44 Bolzano / Bozen 2507 0.36 0.01 4.72## daily_growth per_capita trend total_cases
## Min. :0.2000 Min. : 0.380 Min. :0.0100 Min. : 75.0
## 1st Qu.:0.4675 1st Qu.: 1.310 1st Qu.:0.1525 1st Qu.: 467.8
## Median :0.8850 Median : 2.575 Median :0.3450 Median : 999.0
## Mean :1.1991 Mean : 3.921 Mean :0.4809 Mean : 2561.1
## 3rd Qu.:1.6500 3rd Qu.: 5.730 3rd Qu.:0.5700 3rd Qu.: 2620.0
## Max. :3.5100 Max. :16.780 Max. :2.3600 Max. :19121.0With a steady or declining rate of increase
## province total_cases daily_growth trend per_capita
## 1 Matera 188 0.00 0.00 0.95
## 2 Potenza 178 0.00 0.00 0.49
## 3 Pordenone 630 0.48 0.00 2.02
## 4 Macerata 1010 0.40 0.00 3.21
## 5 Isernia 55 0.00 0.00 0.65
## 6 Brindisi 555 0.18 0.00 1.41
## 7 Taranto 255 0.00 0.00 0.44
## 8 Nuoro 76 0.00 0.00 0.36
## 9 Oristano 54 0.00 0.00 0.34
## 10 Messina 533 0.00 0.00 0.85
## 11 Ragusa 89 0.00 0.00 0.28
## 12 Pistoia 624 0.48 0.00 2.13
## 13 Varese 2619 1.99 -0.03 2.94
## 14 Vicenza 2616 0.77 -0.03 3.03
## 15 Rimini 1990 0.86 -0.04 5.87
## 16 La Spezia 825 0.36 -0.04 3.76
## 17 Modena 3630 0.58 -0.05 5.15
## 18 Arezzo 621 0.16 -0.05 1.81
## 19 Parma 3144 0.70 -0.06 6.96
## 20 Siena 421 0.00 -0.08 1.58
## 21 Viterbo 385 0.52 -0.09 1.21
## 22 Valle d'Aosta / Vallée d'Aoste 1124 0.45 -0.09 8.94
## 23 Ravenna 981 0.31 -0.10 2.52
## 24 Napoli 2416 0.46 -0.11 0.78
## 25 Lucca 1273 0.32 -0.13 3.28
## 26 Latina 488 0.83 -0.15 0.85
## 27 Sondrio 1143 0.18 -0.15 6.31
## 28 Campobasso 224 0.00 -0.15 1.01
## 29 Pesaro e Urbino 2490 0.69 -0.16 6.94
## 30 Pisa 846 0.24 -0.16 2.02
## 31 Padova 3836 0.00 -0.16 4.09
## 32 Catanzaro 206 0.49 -0.17 0.57
## 33 Grosseto 405 0.25 -0.17 1.83
## 34 Piacenza 3993 1.91 -0.19 13.91
## 35 Cosenza 450 0.00 -0.22 0.64
## 36 Forlì-Cesena 1556 0.45 -0.24 3.94
## 37 Rovigo 426 0.47 -0.24 1.81
## 38 Udine 951 0.21 -0.25 1.80
## 39 Roma 4694 1.12 -0.29 1.08
## 40 Como 3207 1.68 -0.29 5.35
## 41 Treviso 2487 0.16 -0.30 2.80
## 42 Avellino 454 0.67 -0.38 1.09
## 43 Genova 4571 1.74 -0.38 5.43
## 44 Trento 4069 1.09 -0.38 7.52
## 45 L'Aquila 244 0.00 -0.41 0.82
## 46 Biella 963 0.21 -0.42 5.48
## 47 Barletta-Andria-Trani 371 0.00 -0.45 0.95
## 48 Lecco 2265 0.76 -0.57 6.71
## 49 Catania 971 0.00 -0.63 0.88
## 50 Monza e della Brianza 4674 0.80 -0.65 5.35
## 51 Siracusa 224 1.36 -0.66 0.56
## 52 Pavia 4280 1.23 -0.68 7.84
## 53 Sud Sardegna 93 0.00 -0.73 0.27
## 54 Trapani 139 0.00 -0.73 0.32
## 55 Chieti 757 0.80 -0.74 1.96
## 56 Agrigento 135 0.00 -0.75 0.31
## 57 Gorizia 182 0.55 -0.76 1.31
## 58 Alessandria 3346 0.84 -0.78 7.94
## 59 Venezia 2425 0.29 -0.81 2.84
## 60 Asti 1546 1.78 -0.90 7.20
## 61 Trieste 1245 0.65 -1.13 5.31
## 62 Savona 1170 0.17 -1.20 4.24
## 63 Caltanissetta 159 0.63 -1.79 0.61## daily_growth per_capita trend total_cases
## Min. :0.0000 Min. : 0.270 Min. :-1.7900 Min. : 54
## 1st Qu.:0.0000 1st Qu.: 0.850 1st Qu.:-0.5100 1st Qu.: 313
## Median :0.4000 Median : 1.960 Median :-0.1700 Median : 846
## Mean :0.4963 Mean : 3.029 Mean :-0.3194 Mean :1396
## 3rd Qu.:0.7300 3rd Qu.: 5.230 3rd Qu.:-0.0450 3rd Qu.:2420
## Max. :1.9900 Max. :13.910 Max. : 0.0000 Max. :4694Trend is an approximation = (current_rate-cubic_rate)x100
Provinces per capita (expressed as per thousand people) ‰ rate.
## province total_cases per_capita pos
## Cremona 6023 16.78 1
## Piacenza 3993 13.91 2
## Lodi 2959 12.85 3
## Bergamo 11291 10.13 4
## Brescia 12806 10.12 5
## Valle d'Aosta / Vallée d'Aoste 1124 8.94 6
## Reggio nell'Emilia 4613 8.67 7
## Alessandria 3346 7.94 8
## Pavia 4280 7.84 9
## Mantova 3156 7.65 10
## Trento 4069 7.52 11
## Asti 1546 7.20 12
## Parma 3144 6.96 13
## Pesaro e Urbino 2490 6.94 14
## Lecco 2265 6.71 15
## Vercelli 1099 6.43 16
## Verbano-Cusio-Ossola 1005 6.35 17
## Sondrio 1143 6.31 18
## Imperia 1317 6.16 19
## Novara 2265 6.14 20
## Milano 19121 5.88 21
## Rimini 1990 5.87 22
## Torino 12839 5.68 23
## Biella 963 5.48 24
## Genova 4571 5.43 25
## Como 3207 5.35 26
## Monza e della Brianza 4674 5.35 27
## Belluno 1084 5.34 28
## Trieste 1245 5.31 29
## Modena 3630 5.15 30
## Massa-Carrara 993 5.10 31
## Verona 4627 4.99 32
## Bolzano / Bozen 2507 4.72 33
## Bologna 4352 4.29 34
## Savona 1170 4.24 35
## Cuneo 2459 4.19 36
## Padova 3836 4.09 37
## Pescara 1285 4.03 38
## Forlì-Cesena 1556 3.94 39
## Ancona 1805 3.83 40
## La Spezia 825 3.76 41
## Lucca 1273 3.28 42
## Macerata 1010 3.21 43
## Firenze 3079 3.04 44
## Vicenza 2616 3.03 45
## Varese 2619 2.94 46
## Venezia 2425 2.84 47
## Treviso 2487 2.80 48
## Ferrara 918 2.66 49
## Ravenna 981 2.52 50
## Enna 410 2.49 51
## Fermo 431 2.48 52
## Pistoia 624 2.13 53
## Rieti 324 2.08 54
## Teramo 637 2.07 55
## Pisa 846 2.02 56
## Pordenone 630 2.02 57
## Prato 517 2.01 58
## Chieti 757 1.96 59
## Grosseto 405 1.83 60
## Rovigo 426 1.81 61
## Arezzo 621 1.81 62
## Udine 951 1.80 63
## Sassari 833 1.69 64
## Foggia 1032 1.66 65
## Siena 421 1.58 66
## Terni 349 1.55 67
## Livorno 513 1.53 68
## Perugia 991 1.51 69
## Brindisi 555 1.41 70
## Ascoli Piceno 281 1.36 71
## Gorizia 182 1.31 72
## Viterbo 385 1.21 73
## Frosinone 565 1.16 74
## Avellino 454 1.09 75
## Roma 4694 1.08 76
## Bari 1301 1.04 77
## Campobasso 224 1.01 78
## Barletta-Andria-Trani 371 0.95 79
## Matera 188 0.95 80
## Catania 971 0.88 81
## Messina 533 0.85 82
## Latina 488 0.85 83
## L'Aquila 244 0.82 84
## Napoli 2416 0.78 85
## Crotone 118 0.67 86
## Benevento 182 0.66 87
## Isernia 55 0.65 88
## Cosenza 450 0.64 89
## Lecce 484 0.61 90
## Caltanissetta 159 0.61 91
## Salerno 659 0.60 92
## Catanzaro 206 0.57 93
## Siracusa 224 0.56 94
## Cagliari 234 0.54 95
## Potenza 178 0.49 96
## Vibo Valentia 75 0.47 97
## Reggio di Calabria 251 0.46 98
## Caserta 420 0.46 99
## Taranto 255 0.44 100
## Palermo 480 0.38 101
## Nuoro 76 0.36 102
## Oristano 54 0.34 103
## Trapani 139 0.32 104
## Agrigento 135 0.31 105
## Ragusa 89 0.28 106
## Sud Sardegna 93 0.27 107Graphs - Total case progression - Provinces by region (for the most recent days observed)
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Chieti 757 0.80 1.54 1.96
## L'Aquila 244 0.00 0.41 0.82
## Pescara 1285 1.18 0.66 4.03
## Teramo 637 0.47 0.10 2.07
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1049 Min. : 244.0 Min. :0.816
## 1st Qu.:0.3549 1st Qu.:0.3361 1st Qu.: 538.8 1st Qu.:1.676
## Median :0.6361 Median :0.5351 Median : 697.0 Median :2.016
## Mean :0.6133 Mean :0.6797 Mean : 730.8 Mean :2.219
## 3rd Qu.:0.8945 3rd Qu.:0.8787 3rd Qu.: 889.0 3rd Qu.:2.558
## Max. :1.1811 Max. :1.5436 Max. :1285.0 Max. :4.029
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Matera 188 0 0 0.95
## Potenza 178 0 0 0.49
## daily_growth three_day_rate total_cases per_capita
## Min. :0 Min. :0 Min. :178.0 Min. :0.4877
## 1st Qu.:0 1st Qu.:0 1st Qu.:180.5 1st Qu.:0.6033
## Median :0 Median :0 Median :183.0 Median :0.7188
## Mean :0 Mean :0 Mean :183.0 Mean :0.7188
## 3rd Qu.:0 3rd Qu.:0 3rd Qu.:185.5 3rd Qu.:0.8344
## Max. :0 Max. :0 Max. :188.0 Max. :0.9499
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Catanzaro 206 0.49 0.66 0.57
## Cosenza 450 0.00 0.22 0.64
## Crotone 118 0.85 0.28 0.67
## Reggio di Calabria 251 0.40 0.27 0.46
## Vibo Valentia 75 2.74 1.37 0.47
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.2232 Min. : 75 Min. :0.4580
## 1st Qu.:0.4000 1st Qu.:0.2670 1st Qu.:118 1st Qu.:0.4685
## Median :0.4878 Median :0.2841 Median :206 Median :0.5749
## Mean :0.8964 Mean :0.5600 Mean :220 Mean :0.5627
## 3rd Qu.:0.8547 3rd Qu.:0.6558 3rd Qu.:251 3rd Qu.:0.6376
## Max. :2.7397 Max. :1.3700 Max. :450 Max. :0.6744
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Avellino 454 0.67 1.05 1.09
## Benevento 182 2.82 0.93 0.66
## Caserta 420 0.72 0.40 0.46
## Napoli 2416 0.46 0.57 0.78
## Salerno 659 0.46 0.41 0.60
## daily_growth three_day_rate total_cases per_capita
## Min. :0.4573 Min. :0.4000 Min. : 182.0 Min. :0.4551
## 1st Qu.:0.4574 1st Qu.:0.4080 1st Qu.: 420.0 1st Qu.:0.5999
## Median :0.6652 Median :0.5722 Median : 454.0 Median :0.6570
## Mean :1.0248 Mean :0.6725 Mean : 826.2 Mean :0.7161
## 3rd Qu.:0.7194 3rd Qu.:0.9329 3rd Qu.: 659.0 3rd Qu.:0.7832
## Max. :2.8249 Max. :1.0496 Max. :2416.0 Max. :1.0853
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Bologna 4352 2.09 1.55 4.29
## Ferrara 918 0.99 0.63 2.66
## Forlì-Cesena 1556 0.45 0.70 3.94
## Modena 3630 0.58 0.63 5.15
## Parma 3144 0.70 0.76 6.96
## Piacenza 3993 1.91 2.11 13.91
## Ravenna 981 0.31 0.41 2.52
## Reggio nell'Emilia 4613 0.44 0.26 8.67
## Rimini 1990 0.86 0.90 5.87
## daily_growth three_day_rate total_cases per_capita
## Min. :0.3067 Min. :0.2615 Min. : 918 Min. : 2.519
## 1st Qu.:0.4519 1st Qu.:0.6250 1st Qu.:1556 1st Qu.: 3.943
## Median :0.7047 Median :0.6951 Median :3144 Median : 5.146
## Mean :0.9260 Mean :0.8830 Mean :2797 Mean : 5.996
## 3rd Qu.:0.9901 3rd Qu.:0.9039 3rd Qu.:3993 3rd Qu.: 6.961
## Max. :2.0877 Max. :2.1059 Max. :4613 Max. :13.906
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Gorizia 182 0.55 1.32 1.31
## Pordenone 630 0.48 0.48 2.02
## Trieste 1245 0.65 1.77 5.31
## Udine 951 0.21 0.46 1.80
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2107 Min. :0.4599 Min. : 182.0 Min. :1.306
## 1st Qu.:0.4115 1st Qu.:0.4755 1st Qu.: 518.0 1st Qu.:1.675
## Median :0.5155 Median :0.8984 Median : 790.5 Median :1.907
## Mean :0.4721 Mean :1.0078 Mean : 752.0 Mean :2.607
## 3rd Qu.:0.5760 3rd Qu.:1.4306 3rd Qu.:1024.5 3rd Qu.:2.839
## Max. :0.6467 Max. :1.7747 Max. :1245.0 Max. :5.309
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Frosinone 565 1.62 0.66 1.16
## Latina 488 0.83 0.97 0.85
## Rieti 324 3.51 1.16 2.08
## Roma 4694 1.12 1.41 1.08
## Viterbo 385 0.52 0.61 1.21
## daily_growth three_day_rate total_cases per_capita
## Min. :0.5222 Min. :0.6135 Min. : 324 Min. :0.8483
## 1st Qu.:0.8264 1st Qu.:0.6575 1st Qu.: 385 1st Qu.:1.0810
## Median :1.1202 Median :0.9750 Median : 488 Median :1.1552
## Mean :1.5204 Mean :0.9627 Mean :1291 Mean :1.2765
## 3rd Qu.:1.6187 3rd Qu.:1.1580 3rd Qu.: 565 3rd Qu.:1.2144
## Max. :3.5144 Max. :1.4094 Max. :4694 Max. :2.0836
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Genova 4571 1.74 2.11 5.43
## Imperia 1317 2.65 1.89 6.16
## La Spezia 825 0.36 0.41 3.76
## Savona 1170 0.17 1.38 4.24
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1712 Min. :0.4073 Min. : 825 Min. :3.758
## 1st Qu.:0.3165 1st Qu.:1.1339 1st Qu.:1084 1st Qu.:4.118
## Median :1.0505 Median :1.6339 Median :1244 Median :4.836
## Mean :1.2306 Mean :1.4472 Mean :1971 Mean :4.897
## 3rd Qu.:1.9645 3rd Qu.:1.9472 3rd Qu.:2130 3rd Qu.:5.615
## Max. :2.6500 Max. :2.1136 Max. :4571 Max. :6.159
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Bergamo 11291 0.85 0.53 10.13
## Brescia 12806 0.91 0.64 10.12
## Como 3207 1.68 1.97 5.35
## Cremona 6023 0.50 0.32 16.78
## Lecco 2265 0.76 1.33 6.71
## Lodi 2959 0.41 0.37 12.85
## Mantova 3156 0.80 0.54 7.65
## Milano 19121 1.51 1.34 5.88
## Monza e della Brianza 4674 0.80 1.45 5.35
## Pavia 4280 1.23 1.91 7.84
## Sondrio 1143 0.18 0.32 6.31
## Varese 2619 1.99 2.01 2.94
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1753 Min. :0.3175 Min. : 1143 Min. : 2.940
## 1st Qu.:0.6923 1st Qu.:0.4919 1st Qu.: 2874 1st Qu.: 5.750
## Median :0.8235 Median :0.9838 Median : 3744 Median : 7.184
## Mean :0.9662 Mean :1.0612 Mean : 6129 Mean : 8.160
## 3rd Qu.:1.2993 3rd Qu.:1.5615 3rd Qu.: 7340 3rd Qu.:10.119
## Max. :1.9860 Max. :2.0130 Max. :19121 Max. :16.779
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Ancona 1805 0.28 0.17 3.83
## Ascoli Piceno 281 0.72 0.24 1.36
## Fermo 431 0.94 0.63 2.48
## Macerata 1010 0.40 0.40 3.21
## Pesaro e Urbino 2490 0.69 0.84 6.94
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2778 Min. :0.1668 Min. : 281 Min. :1.356
## 1st Qu.:0.3976 1st Qu.:0.2384 1st Qu.: 431 1st Qu.:2.480
## Median :0.6874 Median :0.3992 Median :1010 Median :3.215
## Mean :0.6033 Mean :0.4550 Mean :1203 Mean :3.564
## 3rd Qu.:0.7168 3rd Qu.:0.6265 3rd Qu.:1805 3rd Qu.:3.830
## Max. :0.9368 Max. :0.8440 Max. :2490 Max. :6.938
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Campobasso 224 0 0.15 1.01
## Isernia 55 0 0.00 0.65
## daily_growth three_day_rate total_cases per_capita
## Min. :0 Min. :0.00000 Min. : 55.00 Min. :0.6518
## 1st Qu.:0 1st Qu.:0.03731 1st Qu.: 97.25 1st Qu.:0.7420
## Median :0 Median :0.07463 Median :139.50 Median :0.8322
## Mean :0 Mean :0.07463 Mean :139.50 Mean :0.8322
## 3rd Qu.:0 3rd Qu.:0.11194 3rd Qu.:181.75 3rd Qu.:0.9223
## Max. :0 Max. :0.14925 Max. :224.00 Max. :1.0125
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Alessandria 3346 0.84 1.63 7.94
## Asti 1546 1.78 2.68 7.20
## Biella 963 0.21 0.63 5.48
## Cuneo 2459 1.74 0.94 4.19
## Novara 2265 0.94 0.84 6.14
## Torino 12839 2.19 1.72 5.68
## Verbano-Cusio-Ossola 1005 0.60 0.43 6.35
## Vercelli 1099 0.37 0.27 6.43
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2081 Min. :0.2745 Min. : 963 Min. :4.188
## 1st Qu.:0.5418 1st Qu.:0.5819 1st Qu.: 1076 1st Qu.:5.633
## Median :0.8899 Median :0.8886 Median : 1906 Median :6.242
## Mean :1.0822 Mean :1.1430 Mean : 3190 Mean :6.177
## 3rd Qu.:1.7476 3rd Qu.:1.6489 3rd Qu.: 2681 3rd Qu.:6.623
## Max. :2.1888 Max. :2.6819 Max. :12839 Max. :7.942
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Bari 1301 1.25 0.49 1.04
## Barletta-Andria-Trani 371 0.00 0.45 0.95
## Brindisi 555 0.18 0.18 1.41
## Foggia 1032 2.79 1.53 1.66
## Lecce 484 0.83 0.63 0.61
## Taranto 255 0.00 0.00 0.44
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.0000 Min. : 255.0 Min. :0.4421
## 1st Qu.:0.04513 1st Qu.:0.2490 1st Qu.: 399.2 1st Qu.:0.6943
## Median :0.50692 Median :0.4725 Median : 519.5 Median :0.9952
## Mean :0.84130 Mean :0.5475 Mean : 666.3 Mean :1.0187
## 3rd Qu.:1.14219 3rd Qu.:0.5936 3rd Qu.: 912.8 3rd Qu.:1.3190
## Max. :2.78884 Max. :1.5315 Max. :1301.0 Max. :1.6587
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Cagliari 234 0.86 0.43 0.54
## Nuoro 76 0.00 0.00 0.36
## Oristano 54 0.00 0.00 0.34
## Sassari 833 0.36 0.20 1.69
## Sud Sardegna 93 0.00 0.73 0.27
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 54 Min. :0.2652
## 1st Qu.:0.0000 1st Qu.:0.0000 1st Qu.: 76 1st Qu.:0.3424
## Median :0.0000 Median :0.2009 Median : 93 Median :0.3644
## Mean :0.2447 Mean :0.2718 Mean :258 Mean :0.6419
## 3rd Qu.:0.3614 3rd Qu.:0.4310 3rd Qu.:234 3rd Qu.:0.5429
## Max. :0.8621 Max. :0.7273 Max. :833 Max. :1.6946
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Agrigento 135 0.00 0.75 0.31
## Caltanissetta 159 0.63 2.42 0.61
## Catania 971 0.00 0.63 0.88
## Enna 410 1.49 1.08 2.49
## Messina 533 0.00 0.00 0.85
## Palermo 480 2.13 1.72 0.38
## Ragusa 89 0.00 0.00 0.28
## Siracusa 224 1.36 2.01 0.56
## Trapani 139 0.00 0.73 0.32
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 89.0 Min. :0.2774
## 1st Qu.:0.0000 1st Qu.:0.6257 1st Qu.:139.0 1st Qu.:0.3229
## Median :0.0000 Median :0.7519 Median :224.0 Median :0.5611
## Mean :0.6226 Mean :1.0381 Mean :348.9 Mean :0.7417
## 3rd Qu.:1.3575 3rd Qu.:1.7245 3rd Qu.:480.0 3rd Qu.:0.8502
## Max. :2.1277 Max. :2.4185 Max. :971.0 Max. :2.4880
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Arezzo 621 0.16 0.22 1.81
## Firenze 3079 1.32 0.84 3.04
## Grosseto 405 0.25 0.41 1.83
## Livorno 513 0.39 0.33 1.53
## Lucca 1273 0.32 0.45 3.28
## Massa-Carrara 993 0.61 0.47 5.10
## Pisa 846 0.24 0.40 2.02
## Pistoia 624 0.48 0.49 2.13
## Prato 517 0.39 0.26 2.01
## Siena 421 0.00 0.08 1.58
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0793 Min. : 405.0 Min. :1.532
## 1st Qu.:0.2396 1st Qu.:0.2762 1st Qu.: 514.0 1st Qu.:1.816
## Median :0.3518 Median :0.4060 Median : 622.5 Median :2.013
## Mean :0.4148 Mean :0.3939 Mean : 929.2 Mean :2.433
## 3rd Qu.:0.4602 3rd Qu.:0.4681 3rd Qu.: 956.2 3rd Qu.:2.817
## Max. :1.3162 Max. :0.8366 Max. :3079.0 Max. :5.095
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Bolzano / Bozen 2507 0.36 0.35 4.72
## Trento 4069 1.09 1.48 7.52
## daily_growth three_day_rate total_cases per_capita
## Min. :0.3603 Min. :0.3481 Min. :2507 Min. :4.72
## 1st Qu.:0.5435 1st Qu.:0.6301 1st Qu.:2898 1st Qu.:5.42
## Median :0.7267 Median :0.9121 Median :3288 Median :6.12
## Mean :0.7267 Mean :0.9121 Mean :3288 Mean :6.12
## 3rd Qu.:0.9099 3rd Qu.:1.1941 3rd Qu.:3678 3rd Qu.:6.82
## Max. :1.0932 Max. :1.4761 Max. :4069 Max. :7.52
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Perugia 991 0.20 0.13 1.51
## Terni 349 2.35 1.48 1.55
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2022 Min. :0.1349 Min. :349.0 Min. :1.510
## 1st Qu.:0.7382 1st Qu.:0.4700 1st Qu.:509.5 1st Qu.:1.519
## Median :1.2741 Median :0.8050 Median :670.0 Median :1.528
## Mean :1.2741 Mean :0.8050 Mean :670.0 Mean :1.528
## 3rd Qu.:1.8101 3rd Qu.:1.1401 3rd Qu.:830.5 3rd Qu.:1.538
## Max. :2.3460 Max. :1.4751 Max. :991.0 Max. :1.547
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate
## Valle d'Aosta / Vallée d'Aoste 1124 0.45 0.54
## per_capita
## 8.94
## [1] "2020-04-29"
## province total_cases daily_growth three_day_rate per_capita
## Belluno 1084 2.17 1.07 5.34
## Padova 3836 0.00 0.16 4.09
## Rovigo 426 0.47 0.71 1.81
## Treviso 2487 0.16 0.46 2.80
## Venezia 2425 0.29 1.10 2.84
## Verona 4627 1.56 0.99 4.99
## Vicenza 2616 0.77 0.80 3.03
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.1569 Min. : 426 Min. :1.813
## 1st Qu.:0.2253 1st Qu.:0.5871 1st Qu.:1754 1st Qu.:2.822
## Median :0.4717 Median :0.8027 Median :2487 Median :3.033
## Mean :0.7741 Mean :0.7556 Mean :2500 Mean :3.559
## 3rd Qu.:1.1644 3rd Qu.:1.0299 3rd Qu.:3226 3rd Qu.:4.542
## Max. :2.1678 Max. :1.0957 Max. :4627 Max. :5.341
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